Fluid Dynamics Courses and Certifications

NPTEL;  IIT Guwahati

Computational Fluid Dynamics for Incompressible Flows

Explore incompressible flow dynamics through finite difference and volume methods. Master equations, boundary conditions, and numerical techniques for solving fluid dynamics problems.

• YouTube
• 1 day 5 hours
• Self-Paced
• Free Video

Steve Brunton

Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization

Exploring SINDy algorithm for developing efficient nonlinear models in complex fluid flows, with applications in various fields including bluff body wakes, thermal convection, and magnetohydrodynamics.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Steve Brunton

Machine Learning for Fluid Dynamics: Models and Control

Explore machine learning applications in fluid dynamics modeling and control, covering patterns, complexity, RANS closure models, SINDY, and deep MPC for flow control.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Steve Brunton

Machine Learning for Fluid Dynamics - Patterns

Explore machine learning applications in fluid dynamics, focusing on pattern extraction and coherent structure identification in high-dimensional systems.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Siemens

Dynamique des fluides numérique appliquée

Découvrez les principes de la dynamique des fluides numérique et apprenez à résoudre efficacement les problèmes d'écoulement et de transfert de chaleur à l'aide de simulations avancées.

• Coursera
• 1 day 7 hours 40 minutes
• Self-Paced
• Paid Course

International Centre for Theoretical Sciences

Surface Critical Dynamics and Casimir Forces in a Binary Fluid by Sutapa Roy

Explore critical dynamics and Casimir forces in binary fluids through molecular dynamics simulations, focusing on surface properties, scaling behavior, and correlation functions in confined fluid systems.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Machine Learning in Fluid Dynamics and Climate Physics

Explore machine learning applications in fluid dynamics and climate modeling, including physics-informed approaches, data integration, and simulation validation techniques.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Khan Academy

Buoyant Force - Understanding Archimedes' Principle and Fluid Dynamics

Explore the physics of buoyant force, understanding Archimedes' principle, pressure differences, conditions for floating/sinking, and applications like icebergs and submarines.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Discover AI

Beyond Mamba AI: Vector Fields and Fluid Dynamics in Transformer Models - Session 6

Explore the intersection of fluid dynamics and AI transformers, examining mathematical frameworks and theoretical physics concepts to enhance understanding of advanced neural network architectures.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Kavli Institute for Theoretical Physics

Interpretable and Generalizable Machine Learning for Fluid Dynamics - Steven Brunton

Explore interpretable and generalizable machine learning techniques for fluid dynamics, focusing on sparse identification of nonlinear dynamics and incorporating physical constraints for improved accuracy.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Kavli Institute for Theoretical Physics

Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu

Explores physics-guided deep learning for fluid dynamics, focusing on accelerating turbulence simulations and incorporating symmetry for generalization in ocean current forecasting.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Computational Fluid Dynamics Analysis With Kubernetes, Kubeflow, and OpenFOAM - Erik Jacobs

Explore how Kubernetes, Kubeflow, and OpenFOAM can optimize computational fluid dynamics analysis, improving resource utilization and operational efficiency in high-performance computing environments.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Vortices over Bathymetry - Dynamics of Planetary-scale Fluid Flows

Explore long-lived anticyclones over topographic basins in oceans, examining their coexistence with cyclonic circulation and analyzing variational solutions in two-layer models.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Balance, Jets and Coherent Structures in Geophysical Fluid Dynamics - Lecture 4

Explore planetary-scale fluid dynamics, focusing on balance, jets, and coherent structures in geophysical systems.

• YouTube
• 1 hour 41 minutes
• Self-Paced
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Balance, Jets and Coherent Structures in Geophysical Fluid Dynamics - Lecture 3

Explore planetary-scale fluid dynamics, focusing on balance, jets, and coherent structures in geophysical systems.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video